Dev tools · alternatives · 2026

24 alternatives to I Wrote a Book on Evolutionary Algorithms with Python Notebooks

Evolutionary Algorithms (EAs) are a fascinating class of algorithms for meta-heuristic optimisation. Perhaps the most difficult question to answer is where do we start? There is so much to cover, and many potential starting points.

This is a collection of Python notebooks covering evolutionary algorithms, created for developers and students interested in computational optimization techniques. The resource combines educational content with… Below are 24 products that do a similar job, ranked by how close each is in meaning and then by launch-day votes. I Wrote a Book on Evolutionary Algorithms with Python Notebooks launched in 2020; newer entries below may have overtaken it.

1. 1
   My Python Notebook Driven Book on Evolutionary Algorithms▲6

   Evolutionary Algorithms (EAs) are a fascinating class of algorithms for meta-heuristic optimisation. Perhaps the most difficult question to answer is where do we start? There is so much to cover, and many potential starting points.

   2020 · datacrayon.com · its alternatives →

2. 2MB
   My Book on Evolutionary Algorithms, Written in Python Notebooks▲63

   Beautiful Data Science

   2020 · shahinrostami.com · its alternatives →

3. 3LE
   Learn Evolutionary Algorithms with Python Notebooks▲11

   2020 · store.shahinrostami.com · its alternatives →

4. 4
   My self-pub book on Evolutionary Algorithms with Python (inc. sample)▲13

   A practical book on Evolutionary Algorithms that teaches you the concepts and how they’re implemented in practice.

   2021 · datacrayon.com · its alternatives →

5. 5AG
   A Genetic Algorithm I wrote in JavaScript to evolve "Hello World"▲109

   2010 · puremango.co.uk · its alternatives →

6. 6
   A Genetic Algorithm library written in JavaScript▲48

   Genetic algorithm library written in JavaScript. Contribute to lodenrogue/genetic-algorithm-js development by creating an account on GitHub.

   2020 · github.com · its alternatives →

7. 7
   Evogage Beta▲84

   Automated conversion rate optimisation using AI

   2023 · its alternatives →

8. 8OT
   Optimized trading algorithms using IPython parallel and ec2▲102

   2013 · twiecki.github.com · its alternatives →

9. 9
   A radically more scalable alternative to Bayesian Optimization▲96

   Experimental Global Optimization Algorithm. Contribute to chrisstroemel/Simple development by creating an account on GitHub.

   2018 · github.com · its alternatives →

10. 10
    Algorithms to Live By▲75

    The Computer Science of Human Decisions

    2016 · amazon.com · its alternatives →

11. 11
    Introduction to Algorithms▲92

    Broad span of algorithms, covered in clear depth

    2015 · amazon.com · its alternatives →

12. 12MF
    My first Genetic Algorithm program▲19

    Wrote a program in FreeBASIC to try and find out how Genetic Algorithms work. It's a quick hack that I wrote to try some theories with because the Wikipedia Article on GAs reads like greek to me. So I built it from the general principles i knew at the time. The "genome" per individual is an array of 9000 integers but I used only monochrome pictures with either black or white; An individual also has a fitness score. There are 1000 individuals in the population and only two are selected to reproduce. So that makes 9 million (yes, MEELION as El Reg would write) data points and the scoring…

    2015 · its alternatives →

13. 13GA
    Generative art with ant colony optimization algorithms▲87

    2020 · amydyer.art · its alternatives →

14. 14
    Genetic Algorithm Cars▲77

    Breed cars and make them evolve with natural selection.

    2015 · rednuht.org · its alternatives →

15. 15
    Algorithms to Live By▲70

    The computer science of human decisions

    2016 · amazon.com · its alternatives →

16. 16AN
    A new A.I. Algorithm for Polygonal Mesh Mazes▲101

    2012 · petercottle.com · its alternatives →

17. 17
    Arrival of the Fittest: Solving Evolution's Greatest Puzzle ▲61

    How new traits originate

    2016 · amazon.com · its alternatives →

18. 18
    Probably Approximately Correct▲53

    Nature's algorithms for learning and prospering in a complex

    2015 · amazon.com · its alternatives →

19. 19
    The Art of Computer Programming▲91

    "The Bible" of all fundamental algorithms for programming

    2015 · amazon.com · its alternatives →

20. 20
    Grokking Algorithms▲77

    An illustrated guide for programmers

    2016 · amazon.com · its alternatives →

21. 21
    Evolving Corals with Neuroevolution and Novelty Search▲64

    A research project simulating the evolution of virtual corals - 2018.

    2018 · joelsimon.net · its alternatives →

22. 22
    Evolving fractals with genetic algorithms▲42

    Random fractal or the secret behind my tree. Contribute to victorqribeiro/randomFractal development by creating an account on GitHub.

    2020 · github.com · its alternatives →

23. 23
    A Implementation of Alpha Zero for Chess in MLX▲71

    A chess engine implementation inspired by AlphaZero, using MLX for neural network computations and Monte Carlo Tree Search (MCTS) for move selection.

    2025 · github.com · its alternatives →

24. 24
    Neural Network Evolution Playground with Backprop NEAT▲73

    2016 · blog.otoro.net · its alternatives →

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